Commit Graph
4822 Commits
Author SHA1 Message Date
fxmarty-amd 9c07342fdc [NVFP4][fix] Fix layer.weight -> w13 typo in NVFP4 MOE emulation kernel preparation (#41630)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-05-04 20:13:37 +00:00
8c780943b4 Fix Nano Nemotron text-only weight loading (#41205)
Signed-off-by: sunghoon.baek <sunghoon.baek@connectfy.cloud>
Signed-off-by: Baekpica <35071468+Baekpica@users.noreply.github.com>
Signed-off-by: sunghoon.baek <seanbb93@gmail.com>
Co-authored-by: sunghoon.baek <sunghoon.baek@connectfy.cloud>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-05-04 21:43:07 +03:00
Alex Brooks db9a84e0cd [Bugfix] Fix FP8 Bias Loading (#41424)
Signed-off-by: Alex Brooks <albrooks@redhat.com>
2026-05-03 20:30:04 +00:00
Jinzhen Lin 08834cc3ce [Quantization] add humming mxfp4 moe backend (#41083)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2026-05-02 18:36:03 -07:00
Yongye Zhu 1c607d7b2c [DSV4] Guard megamoe flag with Pure TP (#41522)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-05-02 16:41:40 -07:00
Hoang NguyenClaudemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Isotr0py
c3ad791e1a [Bugfix][Gemma 4] Clamp soft-token estimate to max_soft_tokens (#40796)
Signed-off-by: Hoang Nguyen <118159510+hnt2601@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-05-02 06:34:59 +00:00
Matthew Santiago 8586369f61 Refactor Step3Text loading to use AutoWeightsLoader (#41492)
Signed-off-by: Matthew Santiago <carag.matthew@gmail.com>
2026-05-02 06:22:14 +00:00
Rita Brugarolas c293ccc58e [ROCm][Bugfix] Fix init-time bias dtype cast when gate.out_dtype is None (#41405)
Signed-off-by: Rita Brugarolas Brufau <rita.brugarolasbrufau@amd.com>
2026-05-02 00:13:15 -04:00
Luka Govedič d58c42e19c [vLLM IR] 2/N fused_add_rms_norm and maybe_inplace overload (#36823)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-05-01 23:41:15 -04:00
John Calderon 964a4bc2a5 [MM][CG] Support ViT CG for Qwen2.5-VL (#40830)
Signed-off-by: John Calderon <jcalderon@nvidia.com>
2026-05-02 11:10:14 +08:00
Yongye Zhu bcf5cac9fb [DSV4] Add knob to enable pre-attn gemm (#41443)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-05-01 12:23:17 -07:00
Isotr0pyandRoger Wang a9484dac7b [Perf] Intergrate Tile Kernels head_compute_mix_kernel for Deepseek-V4 (#41255)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-05-01 15:01:17 -04:00
Matthew BonanniMichael GoinLucas Wilkinsonmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
f3fef12350 [Attention] Abstract the MLA prefill backends and eliminate cuDNN (#32623)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-01 13:36:20 -04:00
PleaplusoneandMatthew Wong bc635fad23 [ROCm][Deepseek] dsv3.2 further optimization (#41217)
Signed-off-by: ganyi <ygan@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-05-01 23:06:00 +09:00
Yuyi Ao 0dbaf9daad Refractor longcat loading to use AutoWeightsLoader (#41448)
Signed-off-by: George-ao <yuyiao772@gmail.com>
2026-05-01 09:07:23 +00:00
sychen52 947138b6c2 Add nvfp4 kv cache support (#40177)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-05-01 04:55:16 +00:00
Juhi Mittalandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 6b6ac6c3c7 [Kernel][MoE] Support GELU on TRT-LLM NvFP4 fused MoE for Gemma4 (#41050)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-01 03:37:43 +00:00
Stefano Castagnetta b542bdf7fb [Bugfix] Disable FlashInfer CUTLASS MoE on SM110 (Jetson Thor AGX) (#40808)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
2026-04-30 20:08:49 -07:00
Dong W 7198940b39 [Model] Add Moondream3 model support(only query and caption skills) (#32325)
Signed-off-by: Dong Wang <dongw2019@gmail.com>
2026-05-01 10:06:48 +08:00
Woosuk Kwon 9c61864bf8 [DeepSeek] Use torch.mm for bf16xbf16->fp32 gemm (#41300)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
2026-04-30 16:28:57 -07:00
Tran Le 71725f6730 [Bugfix] Fix RoutedExpertsCapturer for Gemma 4 MoE (top_k_experts) (#41401)
Signed-off-by: Tran Le <tranle@fireworks.ai>
2026-04-30 16:19:59 -07:00
b4806c8ee1 [DSV4] Add BF16 and MXFP8 A2A support for flashinfer a2a one sided (#40960)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-30 15:33:12 -07:00
Michael Goin 75a4c166f2 Fix typo in log message for indexer cache (#41419)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-04-30 15:02:14 -07:00
fxmarty-amdandClaude 2917d6363a [NVFP4][Hopper/AMD Instinct] Add Triton kernels for NVFP4 dequantization and QDQ emulation (#40033)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-30 17:35:48 -04:00
Jee Jee Li 307b17ce33 [DSV4] Avoid redundant dtype conversion. (#41374)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-30 09:57:27 -07:00
121dbe7a22 [ROCm] ROCm DeepEP API updated to latest (#39721)
Signed-off-by: Tej Kiran <vpolamre@amd.com>
Signed-off-by: tej <37236721+itej89@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: HAIAI <39548240+HAIAI@users.noreply.github.com>
2026-04-30 07:46:59 -07:00
Xiaoshuang WangCyrus Leungmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
b55b26520c [MoE] Make MoERunnerInterface a PluggableLayer for OOT support (#35178)
Signed-off-by: wxsIcey <1790571317@qq.com>
Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-30 03:31:08 -07:00
Chenxi Qianandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 54146a9bf9 [Bugfix] correct h matrix layout in chunk_kda output kernel (#40956)
Signed-off-by: ChenxiQian <chenxi.qian.cq@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-30 16:22:41 +08:00
ca97f7b9bb Fix Gemma4 MoE expert weight remapping (#41206)
Signed-off-by: sunghoon.baek <sunghoon.baek@connectfy.cloud>
Co-authored-by: sunghoon.baek <sunghoon.baek@connectfy.cloud>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-04-30 00:12:42 -07:00
Ekagra Ranjan a04e0cf3b8 Fix Cohere ASR after HF upgrade (#40582)
Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
2026-04-29 23:39:04 -07:00
Rohan Potdar 3795d7acf4 [ROCm][Bugfix][GPTOSS]: fix input_ids and expert_map args for quark w4a8 gptoss (#41165)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
2026-04-29 16:39:01 -07:00
Hemanth Acharya 6841f5dc77 [ROCm] Add env flags to disable dynamic MXFP4 quant and enable AITER tuned GEMMs for Attention Projection Layers (#39987)
Signed-off-by: Hemanth Acharya <heachary@amd.com>
2026-04-29 16:07:46 -07:00
Rohan Potdar 944e138bcf [ROCm][Bugfix]: W4A4 MOE using emulation instead of AITER on MXFP4-supported hardware (#41175)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
2026-04-29 16:39:03 -05:00
Chaunceyandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> faab189554 [Feature]: IndexCache support for DSA models (#37735)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-29 15:15:35 -04:00
Laith Sakka 6f20f81cbf Replace shape_invariants with simpler apprach in dynamic_arg_dims utilizing shape_id property. (#36194)
Signed-off-by: Laith Sakka <lsakka@meta.com>
2026-04-29 18:32:15 +00:00
Terrence Zhao 91a2d39014 [Models] Cohere MoE (#40817)
Signed-off-by: Terrencezzj <terrence@cohere.ai>
2026-04-29 15:54:54 +00:00
Wentao Ye 39a7f4f4e2 [Perf] Optimize AllPool.forward by slicing first, 51% faster in the method level benchmark (#41163)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-29 08:11:04 -07:00
Jee Jee Liandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 9d8ad5b408 [Bugfix] Fix repeated DSv4 RoPE cache initialization (#41148)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-29 20:29:55 +08:00
Rohit Kumar SinghandCyrus Leung 5371d6fb40 Fix PP in Gemma4 (#40786)
Signed-off-by: Rohit kumar Singh <rksingh@habana.ai>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-04-29 03:17:51 -07:00
Jiangyun Zhu 6d7d4da99e [Bugfix] BailingMoeV2.5: rotate full qk_rope_head_dim in MLA RoPE (#41185)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
2026-04-29 18:08:55 +08:00
Wei Zhao 803b9d7881 [Bugfix] Fix Deepseek V4 import error due to AOT compile cache loading (#41090)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
2026-04-28 21:08:16 -07:00
Lucas KabelaandWentao Ye fa1b9840f6 [BE][Torch 2.12] Remove workaround code for fixed cublas issue (#40845)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
Signed-off-by: Lucas Kabela <lucasakabela@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-04-28 21:07:24 -07:00
Kyle SayersandFlora Feng a085b5257d [Docs] [QeRL] Layerwise Reloading Documentation (#40317)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
2026-04-28 21:06:38 -07:00
Isotr0pyandCopilot 99255f3cb5 [UX] Allow enable/disable model weights loading tracking by config (#41086)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Copilot <copilot@github.com>
2026-04-28 21:04:49 -07:00
qizixi 6fb3f7b46b [DSV4] Align aux stream API with DeepseekV4DecoderLayer (#41171)
Signed-off-by: zixi-qi <zixi@inferact.ai>
2026-04-28 17:22:03 -07:00
chelnnexy d109eacd05 [Bugfix][ROCm] Fix gemm_a4w4 call to use updated AITER API signature (#40754)
Signed-off-by: cheiluno <cheiluno@amd.com>
2026-04-29 09:04:53 +09:00
Julien Denize e9f8f31e9a [FEATURE] Add EagleMistralForCausalLM (#41024)
Signed-off-by: juliendenize <julien.denize@mistral.ai>
2026-04-28 12:22:20 -07:00
Joe RowellandRobert Shaw 0899f436aa [New Model] Laguna XS.2 implementation (#41129)
Signed-off-by: Joe Rowell <joerowell4@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-04-28 14:23:00 -04:00
Yongye Zhu 5aa371dc8e [DSV4] Enable Multi-stream for Pre-Attn GEMM (#41061)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-28 09:08:55 -07:00
zhangxin81 de3da0b97c Add tuned triton fused_moe configs on H100 for gpt-oss (#39904)
Signed-off-by: zhangxin81 <115389973+zhangxin81@users.noreply.github.com>
2026-04-28 03:38:48 -07:00